Top AI Agent & Multi-Agent System Development Companies

An AI agent does more than answer: it plans steps, calls tools and APIs, reads and writes to business systems, and checks its own work before handing a result to a person. AI agent and multi-agent system development companies build these, from a single agent that triages support tickets to systems where a planner agent delegates research, drafting and review to specialist agents. Companies hire them when a chatbot pilot needs to take real actions, when a back-office process has too many exceptions for rules-based automation, or when sales wants research and outreach drafted for it.

Compare developers on agents in production, how they evaluate agent behavior, and guardrails for actions that touch money or customer data.

How this list is built

We evaluate companies on verified profile data: services, pricing, locations, and portfolio. Client reviews are being collected. We may earn a fee for some placements. How we rank and verify

List of the Best AI Agent & Multi-Agent System Development Agencies

  1. Is this your business? Become an Edverise partner & Claim Now

    Arranges Web is a marketing agency located in Southwest Florida that focuses on home service businesses such as HVAC, cleaning, construction, and trades. We create high-converting websites and manage the marketing systems that support them, enabling contractors and service providers to generate a st


    Highlights

    $1,000+

    Min Project Size

    $100-149/hr

    Avg Hourly Rate

    2-9

    Employees

    Services Provided+14 Services
    1% AI Agent & Multi-Agent System Development
    2% AI Strategy & Roadmap Consulting
    1% AI Model Fine-Tuning & Training
    2% Custom AI Chatbot Development
    AI Summary

    “Arranges Marketing is a Southwest Florida agency specializing in web design, local SEO, and lead generation for home service businesses, delivering tailored marketing solutions with boutique expertise.”

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    InfraNove is a consulting firm that bridges technology and infrastructure, offering comprehensive services in two significant areas: Information Technology and Civil Construction. We cater to government agencies, private contractors, and businesses worldwide. In the realm of IT, we create custom web


    Highlights

    $1,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    2-9

    Employees

    Services Provided+25 Services
    5% Mobile App Development (iOS & Android)
    2% E-Commerce Development
    7% API Development & Integration
    11% Custom Web Application Development
    AI Summary

    “InfraNove bridges technology and infrastructure, delivering IT solutions and civil construction consulting globally, blending engineering expertise with digital innovation for diverse government and private clients.”

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    Sovern Technologies is an innovative software company that offers scalable, intelligent solutions for businesses aiming to thrive in the digital era. We create platforms that enable organizations to take charge, whether through automation, data-informed decision-making, or secure cloud-based infrast


    Highlights

    $1,000+

    Min Project Size

    < $25/hr

    Avg Hourly Rate

    10-49

    Employees

    Services Provided+8 Services
    17% Custom Web Application Development
    3% Cloud Consulting & SI
    3% MLOps & Model Deployment Infrastructure
    2% Workflow Automation (Zapier / Make / n8n)
    AI Summary

    “Sovern Technologies develops scalable, intelligent software solutions for businesses, combining automation, data-driven insights, and secure cloud infrastructure to streamline processes and enable growth.”

  4. Is this your business? Become an Edverise partner & Claim Now

    定制化的 ChatGPT 应用开发:面向企业的助手,基于 GPT-4/Claude。构建智能知识库(RAG):使 AI 能够理解您的公司文档、手册和合同。支持 macOS 和移动端的原生开发:确保用户体验的极致流畅(使用 SwiftUI/Native)。实现业务流程自动化:将 Gmail、Slack、Notion 与您的内部数据库连接起来。我们不制造焦虑,只交付可执行的代码和可衡量的投资回报率。无论您是希望优化内部流程,还是为客户提供 AI 功能,我们都是您值得信赖的技术合作伙伴。


    Highlights

    $1,000+

    Min Project Size

    $50-99/hr

    Avg Hourly Rate

    10-49

    Employees

    Services Provided+6 Services
    8% Generative AI
    12% Custom AI Chatbot Development
    3% AI Agent & Multi-Agent System Development
    5% Workflow Automation (Zapier / Make / n8n)
    AI Summary

    “Brother Bridge Group specializes in customized GPT-4/Claude-based AI assistant development, intelligent knowledge bases, native macOS/mobile apps, and business automation to optimize processes and deliver measurable ROI.”

  5. Is this your business? Become an Edverise partner & Claim Now

    At Emilus, we go beyond mere coding; we fully embrace the technical challenges your business faces. We understand that software development often brings stress, delayed timelines, and additional management burdens for many companies. Our mission is to transform that experience. As a senior-level tec


    Highlights

    $1,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    2-9

    Employees

    Services Provided+6 Services
    14% API Development & Integration
    20% Custom Web Application Development
    3% MLOps & Model Deployment Infrastructure
    10% IT Staff Augmentation
    AI Summary

    “Emilus partners with businesses as senior technical experts, delivering comprehensive software development solutions that alleviate management burdens and accelerate growth through expert engineering support.”

  6. Is this your business? Become an Edverise partner & Claim Now

    Shelby Group LLC is a comprehensive digital solutions provider that assists companies in establishing, improving, and expanding their online presence. Our expertise lies in website development, SEO and digital marketing, as well as AI integration to achieve tangible outcomes. We create tailored e-co


    Highlights

    $1,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    50-249

    Employees

    Services Provided+9 Services
    15% Custom Web Application Development
    8% API Development & Integration
    3% QA & Software Testing
    6% AI Strategy & Roadmap Consulting
    AI Summary

    “Shelby Group offers tailored digital solutions including software development, AI automation, digital marketing, and UX/UI design, enhancing online presence, lead generation, and business growth.”

  7. Is this your business? Become an Edverise partner & Claim Now

    ZWARK is a fusion of Generation X's experience and expertise with Generation Z's innovation and daring spirit. This unique combination has allowed us to provide our valued clients with exceptional returns on their investments. We believe in evolving through revolution by leveraging your existing inv


    Highlights

    $10,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    10-49

    Employees

    Services Provided+8 Services
    12% Custom Web Application Development
    7% Mobile App Development (iOS & Android)
    10% API Development & Integration
    5% Legacy System Modernization
    AI Summary

    “ZWARK combines generational expertise to deliver AI-driven transformation services, enabling clients to optimize investments, streamline operations, and successfully transition into efficient, post-AI environments.”

  8. Is this your business? Become an Edverise partner & Claim Now

    Focused on outcomes and results-oriented, the engineers and innovators at DataCaliper provide a diverse range of services across various technology and software domains. Whether engaging with our seasoned consultants domestically or leveraging our strong engineering teams from our development center


    Highlights

    $5,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    50-249

    Employees

    Services Provided+20 Services
    5% ERP & CRM Development
    5% SaaS Product Development
    4% Legacy System Modernization
    5% Custom Web Application Development
    AI Summary

    “DataCaliper LLC specializes in comprehensive software and technology services, including custom development, SaaS, ERP, mobile apps, data science, and cloud solutions, ensuring quality and efficiency.”

  9. Is this your business? Become an Edverise partner & Claim Now

    Airovo Technologies is a contemporary software engineering firm dedicated to creating intelligent, scalable, and future-oriented digital solutions. Established in 2022, we assist startups, small and medium-sized enterprises, and corporations in speeding up innovation through AI-driven development, t


    Highlights

    $1,000+

    Min Project Size

    $25-49/hr

    Avg Hourly Rate

    10-49

    Employees

    Services Provided+20 Services
    5% Custom Web Application Development
    3% Mobile App Development (iOS & Android)
    2% E-Commerce Development
    5% API Development & Integration
    AI Summary

    “Airovo Technologies delivers AI-driven, scalable software solutions—including SaaS, automation, web/mobile apps, and cloud engineering—empowering startups to enterprises with innovative, secure, and efficient digital products.”

  10. Is this your business? Become an Edverise partner & Claim Now

    Assisting small businesses in the UK to thrive with web design and AI business consulting services.


    Highlights

    $25-49/hr

    Avg Hourly Rate

    London, England, Gb

    Services Provided+4 Services
    20% AI Strategy & Roadmap Consulting
    10% Generative AI
    3% AI Agent & Multi-Agent System Development
    14% Demand Generation Marketing
    AI Summary

    “Beacon AI Agency supports UK small businesses through expert web design and AI-driven consulting services, fostering growth and digital transformation with tailored solutions.”

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